{"id":"W2074994183","doi":"10.4043/24978-ms","title":"Advanced Global Nonlinear Dynamic Simulations of Flexible Riser Systems","year":2014,"lang":"en","type":"article","venue":"Offshore Technology Conference-Asia","topic":"Mechanical stress and fatigue analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Nonlinear system; Finite element method; Substructure; Armour; Scale (ratio); Computer science; Engineering; Structural engineering; Layer (electronics); Physics; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006185342,0.0001930856,0.0004249179,0.0001580791,0.00005139152,0.00001780303,0.000359281,0.0003255386,0.0001656575],"category_scores_gemma":[0.00005586922,0.0001820944,0.00008052826,0.0006136674,0.0001054673,0.00006166752,0.00005961655,0.0001941194,0.00003827232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005011907,"about_ca_system_score_gemma":0.00001964103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002560022,"about_ca_topic_score_gemma":0.00009298931,"domain_scores_codex":[0.9989079,0.00001989649,0.0003832802,0.0002463207,0.0001483966,0.0002941948],"domain_scores_gemma":[0.9991462,0.00003522372,0.00008210829,0.0005279343,0.0001401562,0.00006844307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002646398,0.0001721645,0.011388,0.0002434692,0.0006080373,0.000008264066,0.00005010949,0.1451215,0.01152706,0.5622043,0.0002571358,0.2683935],"study_design_scores_gemma":[0.0003666952,0.00009258877,0.0008377593,0.00008303925,0.00009118176,0.000003253125,0.000193171,0.9859944,0.00283218,0.006347189,0.002900634,0.0002579366],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6366342,0.001314973,0.3385088,0.0003825791,0.0005408429,0.0004267454,0.0002283739,0.001612362,0.02035112],"genre_scores_gemma":[0.9969706,0.00006157559,0.002719459,0.000003518781,0.00001741715,0.00002530112,0.00004235938,0.00001746375,0.0001423146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8408729,"threshold_uncertainty_score":0.7425594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01013844741549905,"score_gpt":0.2442289684653898,"score_spread":0.2340905210498907,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}